{"id":"W2273491693","doi":"","title":"Manage fresh heifers with cow-side SCC tests : advertorial","year":2007,"lang":"en","type":"article","venue":"The dairy mail/The Dairy mail","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Udder; Ice calving; Animal science; Purchasing; Quarter (Canadian coin); Agricultural science; Biology; Veterinary medicine; Operations management; Medicine; Engineering; Lactation; Geography; Mastitis; Microbiology; Pregnancy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000423788,0.0002978559,0.0002034433,0.0004037166,0.0007256462,0.0005241003,0.0004290109,0.0008368072,0.03983635],"category_scores_gemma":[0.001248649,0.0001485311,0.0001785505,0.0001355912,0.0001732816,0.0005188977,0.0005006834,0.0006475642,0.009804436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000342069,"about_ca_system_score_gemma":0.0004555634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003188814,"about_ca_topic_score_gemma":0.008324949,"domain_scores_codex":[0.9998702,0.00002110127,0.00001370512,0.0000174015,0.00003755274,0.0000400137],"domain_scores_gemma":[0.9993593,0.00008776171,0.0001169801,0.00001996588,0.0001129223,0.0003029883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006578862,0.002852762,0.2011096,0.0004501454,0.00003705711,0.01112226,0.001499259,0.0003252307,0.01741415,0.0002515416,0.1418954,0.6223847],"study_design_scores_gemma":[0.000364384,0.007047329,0.552823,0.001732523,0.0002493107,0.04171711,0.01469753,0.003187977,0.02284718,0.002471361,0.3526742,0.0001881792],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8010255,0.006820618,0.0118231,0.03505278,0.001399406,0.00212412,0.00169569,0.002427325,0.1376316],"genre_scores_gemma":[0.8022912,0.007281982,0.03121543,0.01274366,0.001646723,0.000523971,0.001145811,0.0002594682,0.1428918],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03983635,"threshold_uncertainty_score":0.1332659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01886085604186323,"score_gpt":0.2302810536902122,"score_spread":0.211420197648349,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}